The MCP Trust Index.

mineru-docparse-mcp

by zhengjie9510

Converts Word, PDF, PPT, and Excel documents to Markdown using the MinerU DocParse API. Supports synchronous parsing and async background tasks for large files.

zhengjie9510/mineru-docparse-mcp

cheminformatics_mcp_headless

by asinansaglam

A self-driving cheminformatics MCP server that dynamically exposes a growing library of RDKit-based molecular analysis tools (fingerprints, descriptors, substructure matching, drug-likeness filters, and more) as MCP tools, with each skill autonomously implemented and tested by an agent loop without human intervention.

ASinanSaglam/cheminformatics_mcp_headless

GitHub MCP Server

by archish9

A Model Context Protocol server that provides Git version control operations as structured tools for AI coding agents. It enables LLMs to programmatically manage repositories through actions like committing changes, rolling back code, and comparing diffs.

archish9/VersionControlHelperMCP

mark-coach-mcp

by ignaciotachini

Local MCP server that turns Mark Builds Brands' YouTube knowledge into an AI coaching assistant for ecommerce and Facebook Ads.

ignaciotachini/mark-coach-mcp

PostgreSQL MCP Server

by aadarshjain

Enables exploration and querying of PostgreSQL databases through natural language. Supports listing tables, viewing schemas, executing SELECT queries, filtering records, and retrieving database statistics.

aadarshjain/postgres-mcp-server

CHUK MCP Solver

by ibm

Provides constraint satisfaction and optimization capabilities to LLMs and AI agents for scheduling, resource allocation, routing, budget optimization, and configuration problems using Google OR-Tools CP-SAT solver.

IBM/chuk-mcp-solver

lw-ble-mcp

by zevonlin

A lightweight Bluetooth Low Energy debug MCP server for AI agents. It provides 21 tools for BLE scanning, connection, GATT read/write, descriptor access, MTU query, notification subscription, device recon, and engine diagnostics.

zevonlin/lw-ble-mcp

impact-preview

by agent-polis

MCP server that provides impact preview and approval workflow for AI agent actions, allowing users to see diffs and risk assessments before any changes are executed.

agent-polis/impact-preview

ZotLink

by tonybotni

MCP server that enables one-click saving of open scholarly sources (arXiv, bioRxiv, medRxiv, etc.) into Zotero with automatic metadata extraction and PDF attachment.

TonybotNi/ZotLink

MCP Tool Server

by rakeshpvconnect-ops

A production-ready Python MCP server providing tools for fetching live weather data, querying local SQLite databases, reading files, summarizing webpages, and performing safe mathematical calculations. It enables MCP-compatible LLM clients to execute these tasks autonomously as part of agentic workflows.

rakeshpvconnect-ops/per-MCP-SERVER

pdf-modifier-mcp

by mlorentedev

Enables AI assistants to natively read, edit, and redact PDF documents in place through MCP tools, eliminating manual script execution and layout issues.

mlorentedev/pdf-modifier-mcp

Sbom Cyclonedx MCP

by csoai-org

Generates SBOM in CycloneDX 1.6 and SPDX 2.3 formats, compliant with EO 14028, NIS2, and CRA.

CSOAI-ORG/sbom-cyclonedx-mcp

SeedanceMCP

by acedatacloud

ByteDance Seedance AI video generation with text-to-video, image-to-video, multiple models (1.5 Pro/1.0 Pro/Lite), synchronized audio, and flexible resolutions up to 1080p.

AceDataCloud/SeedanceMCP

google-search-mcp

by artryazanov

Enables LLMs to perform real-time Google searches and retrieve web results via the MCP protocol.

artryazanov/google-search-mcp

mcp-python-sandbox

by yumumg

A lightweight MCP server that enables any MCP client to execute Python code safely in a sandboxed environment, with automatic matplotlib inline image return and temporary file isolation.

yumumg/mcp-python-sandbox

disease-detection-mcp-server

by hydrotekfarm2023

Enables plant disease detection through an MCP server powered by AI models, supporting deployment on Railway or local Claude Desktop.

HydroTekFarm2023/disease-detection-mcp-server

helppilot-mcp

by helpvisor

A local MCP server that connects Claude Desktop to your HelpPilot tenant on pilot.helpvisor.gr, forwarding tool calls and prompts over HTTPS.

helpvisor/helppilot-mcp

Agent Policy Gateway MCP Server

by aiagentkarl

Compliance and guardrails infrastructure for AI agents, enabling safe operations within regulatory boundaries like GDPR and EU AI Act.

AiAgentKarl/agent-policy-gateway-mcp

MCP Search & Fetch

by lkiesow

Provides web search and page fetching capabilities using Ollama's API.

lkiesow/mcp-search-and-fetch

MCP SQL Server

by harryvaldez

Enables read-only querying and diagnostics for dual SQL Server 2019 instances with rate limiting and security controls, accessible via MCP tools over HTTP.

harryvaldez/mcp-sql-server

Ebay MCP Server

by jyarbro

Enables searching eBay for auctions by providing a query and number of results, returning auction listings from eBay's Browse REST API.

jyarbro/EbayMcpServer

Knowledge MCP

by abdulkadirkilicc

Enables saving and searching local notes, with tools to list notes and search backup files.

Abdulkadirkilicc/knowledge-mcp

Memory MCP Server

by zuohang20100323

A general-purpose MCP memory server that gives AI clients long-term memory with semantic search, memory classification, priority management, and progressive injection, supporting local JSON or cloud PostgreSQL storage.

zuohang20100323/memory-defrost

Telegram MCP Server

by alexeyleshchenko

MCP server that acts as a gateway to Telegram, providing AI-optimized tools for messaging, search, and chat management via MTProto. Supports multi-user authentication with QR login and HTTP/stdio transports.

alexeyleshchenko/fast-mcp-telegram

hotspot-MCP

by jeromwolf

Enables Claude LLM to run HotSpot atmospheric dispersion simulations via natural language requests, supporting multiple release models and returning parsed results.

jeromwolf/hotspot-MCP

astrodynamics-mcp

by astro-tools

An MCP server that equips LLM clients with authoritative astrodynamics tools including TLE/SGP4 propagation, Lambert solving, ground-station access, time-scale and coordinate-frame conversions, and more.

astro-tools/astrodynamics-mcp

appbyggaren-mcp

by kanylbullen

An MCP server for publishing static web apps via Gitea and Coolify, with scoped permissions and safety guards.

kanylbullen/appbyggaren-mcp

mcp-retrieve

by maxbaluev

An MCP server for indexing and searching local text files using late-interaction retrieval (ColBERT-style MaxSim), enabling token-level relevance matching.

maxbaluev/mcp-retrieve

Log Intelligence MCP

by anands-bounteous

MCP server for semantic log ingestion, hybrid retrieval, and cleanup, enabling natural-language querying of log files with dense+BM25 retrieval and full provenance.

anands-bounteous/log-intelligence-mcp

Anki MCP Data Bridge

by stefanspycher

Provides comprehensive CRUD access to Anki flashcard data via MCP, enabling Claude to analyze decks, manage cards, create and update flashcards, organize tags, and perform advanced spaced repetition analysis through 18 data management tools.

stefanspycher/anki-mcp

VisualWebScraper

by czhh006564

MCP server for web scraping using Playwright headless Chromium. It provides tools to fetch webpage screenshots, search article listings, and generate article briefs via local LM Studio models.

czhh006564/WebSearchContentToMD_MCP

Thesma MCP Server

by thesma-dev

Gives AI assistants access to SEC filings, BLS employment, Census demographics, and SBA lending data via natural language queries.

thesma-dev/thesma-mcp

Edupage MCP Server

by mhlavac

MCP server that connects Claude to Edupage, a school information system used across Europe. Provides access to timetables, grades, homework, messages, students, teachers, and more.

mhlavac/edupage-mcp

mcp-ollama-account-rotation

by irad-bouzidi

MCP server that transparently routes Ollama Cloud API requests across multiple user-owned accounts, handling quota exhaustion, rate limits, and failures via automatic account rotation.

irad-bouzidi/mcp-ollama-account-rotation-new

Bear Notes MCP Server

by moishe

Enables AI assistants to interact with Bear Notes databases, providing note access, intelligent search, and relationship analysis.

Moishe/bear-mcp

gptzero-mcp

by cphoskins

Enables AI content detection with sentence-level and paragraph-level AI probability scoring to identify and fix AI-generated text.

cphoskins/gptzero-mcp

Memory Bear

by ag4852

An MCP server that transforms markdown notes into a searchable knowledge base with semantic search, smart note creation, and flashcard management for AI assistants.

ag4852/memory-bear

duckdb-analytics-mcp

by arthurxavier106

A read-only DuckDB MCP server offering context-efficient analytics tools (list_datasets, describe_table, profile_column, explain, query) with a semantic layer for business rules, security guards, and disclosed truncation to help LLMs produce correct answers while minimizing token usage.

arthurxavier106/duckdb-analytics-mcp

digikey-mcp

by itsyashk

A read-only MCP server for electronics engineers to search DigiKey parts, get detailed product information, plan and validate BOMs, and export order lists, using the official DigiKey API.

itsyashk/digikey-mcp

exchange-ai-connector

by wteja

Enables AI agents to read and manage Microsoft 365/Outlook email and calendar, with destructive actions (send email, create event) requiring human approval.

wteja/exchange-ai-connector

brasil-mcp-essentials

by brasil-mcp

A privacy-first MCP server providing 14 offline Brazilian utilities including document validation, boleto parsing, PIX BR Code generation/parsing, and calendar tools.

brasil-mcp/essentials

Monobank

by a-i-mighty

Connects AI assistants to Monobank Ukrainian banking services for exchange rates, account info, statements, and webhooks.

a-i-mighty/mighty-mono-mcp

Amazon MCP Server

by magudeshwaran-hmw

Enables searching Amazon India products, retrieving details, tracking prices, managing favorites, and more with fast caching.

magudeshwaran-hmw/amazon-mcp

slack-mpm

by bobmatnyc

MCP server for Slack workspace integration, exposing 40+ Slack operations as tools for Claude Desktop and providing a clean async Python API.

bobmatnyc/slack-mpm

inquisitor

by iamalisson

Enables AI agents to efficiently solve problems by estimating complexity, pruning unnecessary paths, and focusing search through web search, code analysis, and persistent investigation tracking.

iamalisson/inquisitor

goat

by phin-tech

Enables querying a personal fact store (facts with about and learned timestamps) through natural language over the Model Context Protocol. Supports scheduling importers to keep facts up-to-date.

phin-tech/goat

DuckDuckGo MCP Server

by lucagioacchini

Enables AI agents to search the web via DuckDuckGo and fetch relevant webpage content using an LLM, without requiring an API key.

lucagioacchini/duckduckgo-mcp